{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "690e4f0e-53b3-46d1-a08d-caa5ed97ee2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取数据集，这里是直接联网读取，也可以通过下载文件，再读取\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data_dir = 'https://mirror.coggle.club/dataset/coggle-competition/'\n",
    "train_data = pd.read_csv(data_dir + 'intent-classify/train.csv', sep='\\t', header=None)\n",
    "test_data = pd.read_csv(data_dir + 'intent-classify/test.csv', sep='\\t', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e74bf23f-6651-403d-b6ff-303a88294064",
   "metadata": {},
   "outputs": [],
   "source": [
    "- pandas：数据读取、统计\n",
    "- matplotlib：可视化\n",
    "- jieba：中文分词\n",
    "- wordcloud：绘制云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e51eb90a-e90f-4432-bced-c1ffb863c50e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>回放CCTV2的消费主张</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>给我打开玩具房的灯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>循环播放赵本山的小品相亲来听</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15号上午10点带孩子去海洋馆的行程帮我制定下。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>把智能扫地机器人关掉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2995</th>\n",
       "      <td>是否能找一首2019年的抖音歌曲播放下呢</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2996</th>\n",
       "      <td>下午三点有哪个台放大话西游吗帮我看下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2997</th>\n",
       "      <td>随机播放一首古筝弹奏的曲子可以吗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2998</th>\n",
       "      <td>美食纪录片螃蟹的征途给我找一下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2999</th>\n",
       "      <td>打开播放广州降水的报告</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             0\n",
       "0                 回放CCTV2的消费主张\n",
       "1                    给我打开玩具房的灯\n",
       "2               循环播放赵本山的小品相亲来听\n",
       "3     15号上午10点带孩子去海洋馆的行程帮我制定下。\n",
       "4                   把智能扫地机器人关掉\n",
       "...                        ...\n",
       "2995      是否能找一首2019年的抖音歌曲播放下呢\n",
       "2996        下午三点有哪个台放大话西游吗帮我看下\n",
       "2997          随机播放一首古筝弹奏的曲子可以吗\n",
       "2998           美食纪录片螃蟹的征途给我找一下\n",
       "2999               打开播放广州降水的报告\n",
       "\n",
       "[3000 rows x 1 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5979ba46-1e76-4474-9361-b9d616ebe72f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1\n",
       "FilmTele-Play            1355\n",
       "Video-Play               1334\n",
       "Music-Play               1304\n",
       "Radio-Listen             1285\n",
       "Alarm-Update             1264\n",
       "Weather-Query            1229\n",
       "Travel-Query             1220\n",
       "HomeAppliance-Control    1215\n",
       "Calendar-Query           1214\n",
       "TVProgram-Play            240\n",
       "Audio-Play                226\n",
       "Other                     214\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data[1].value_counts()\n",
    "# 多分类的任务 样本分布均衡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "edb6e65c-5da4-45ee-b545-1be7bc133dc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f5d8fbdaad0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 文本字符个数统计\n",
    "train_data[0].apply(len).plot(kind='hist')\n",
    "test_data[0].apply(len).plot(kind='hist')\n",
    "\n",
    "plt.legend(['Train', 'Test'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1ae248a4-0ce2-4083-b29d-9173fe4c8e39",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    12100.000000\n",
       "mean        15.138678\n",
       "std          4.872583\n",
       "min          4.000000\n",
       "25%         12.000000\n",
       "50%         15.000000\n",
       "75%         18.000000\n",
       "max         54.000000\n",
       "Name: 0, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data[0].apply(len).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "26c32ddc-1eae-4934-82dc-9a4730cd5543",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /tmp/jieba.cache\n",
      "Loading model cost 0.607 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pip install wordcloud jieba\n",
    "from wordcloud import WordCloud  \n",
    "import matplotlib.pyplot as plt\n",
    "import jieba\n",
    "\n",
    "# 中文分词\n",
    "content = ''.join(train_data[train_data[1] == 'Other'][0])\n",
    "words = jieba.lcut(content)\n",
    "\n",
    "# 读取中文停用词\n",
    "cn_stopwords = ' '.join(pd.read_csv('https://mirror.coggle.club/stopwords/baidu_stopwords.txt', header=None)[0])\n",
    "words = [x for x in words if x not in cn_stopwords]\n",
    "\n",
    "# 中文字体，https://mirror.coggle.club/STHeiti-Light.ttc\n",
    "# 如果不设置，云图不能展示中文\n",
    "wordcloud = WordCloud(background_color = 'white', max_words = 1000, font_path = 'STHeiti-Light.ttc')\n",
    "wordcloud.generate(' '.join(words))\n",
    "plt.imshow(wordcloud)\n",
    "plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e1787ac-fdc5-461f-92bc-d6361cab525d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py3.11",
   "language": "python",
   "name": "py3.11"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
